{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "af65c55e",
   "metadata": {},
   "source": [
    "# 7. File Handling"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f83156b3",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5801fc2",
   "metadata": {},
   "outputs": [],
   "source": [
    "open()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d318bab",
   "metadata": {},
   "outputs": [],
   "source": [
    "open(\n",
    "    file,\n",
    "    mode='r',\n",
    "    buffering=-1,\n",
    "    encoding=None,\n",
    "    errors=None,\n",
    "    newline=None,\n",
    "    closefd=True,\n",
    "    opener=None,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d1fc6b8",
   "metadata": {},
   "source": [
    "Docstring:\n",
    "Open file and return a stream.  Raise OSError upon failure.\n",
    "\n",
    "file is either a text or byte string giving the name (and the path\n",
    "if the file isn't in the current working directory) of the file to\n",
    "be opened or an integer file descriptor of the file to be\n",
    "wrapped. (If a file descriptor is given, it is closed when the\n",
    "returned I/O object is closed, unless closefd is set to False.)\n",
    "\n",
    "mode is an optional string that specifies the mode in which the file\n",
    "is opened. It defaults to 'r' which means open for reading in text\n",
    "mode.  Other common values are 'w' for writing (truncating the file if\n",
    "it already exists), 'x' for creating and writing to a new file, and\n",
    "'a' for appending (which on some Unix systems, means that all writes\n",
    "append to the end of the file regardless of the current seek position).\n",
    "In text mode, if encoding is not specified the encoding used is platform\n",
    "dependent: locale.getpreferredencoding(False) is called to get the\n",
    "current locale encoding. (For reading and writing raw bytes use binary\n",
    "mode and leave encoding unspecified.) The available modes are:\n",
    "\n",
    "========= ===============================================================\n",
    "Character Meaning\n",
    "--------- ---------------------------------------------------------------\n",
    "'r'       open for reading (default)\n",
    "'w'       open for writing, truncating the file first\n",
    "'x'       create a new file and open it for writing\n",
    "'a'       open for writing, appending to the end of the file if it exists\n",
    "'b'       binary mode\n",
    "'t'       text mode (default)\n",
    "'+'       open a disk file for updating (reading and writing)\n",
    "'U'       universal newline mode (deprecated)\n",
    "========= ===============================================================\n",
    "\n",
    "The default mode is 'rt' (open for reading text). For binary random\n",
    "access, the mode 'w+b' opens and truncates the file to 0 bytes, while\n",
    "'r+b' opens the file without truncation. The 'x' mode implies 'w' and\n",
    "raises an `FileExistsError` if the file already exists.\n",
    "\n",
    "Python distinguishes between files opened in binary and text modes,\n",
    "even when the underlying operating system doesn't. Files opened in\n",
    "binary mode (appending 'b' to the mode argument) return contents as\n",
    "bytes objects without any decoding. In text mode (the default, or when\n",
    "'t' is appended to the mode argument), the contents of the file are\n",
    "returned as strings, the bytes having been first decoded using a\n",
    "platform-dependent encoding or using the specified encoding if given.\n",
    "\n",
    "'U' mode is deprecated and will raise an exception in future versions\n",
    "of Python.  It has no effect in Python 3.  Use newline to control\n",
    "universal newlines mode.\n",
    "\n",
    "buffering is an optional integer used to set the buffering policy.\n",
    "Pass 0 to switch buffering off (only allowed in binary mode), 1 to select\n",
    "line buffering (only usable in text mode), and an integer > 1 to indicate\n",
    "the size of a fixed-size chunk buffer.  When no buffering argument is\n",
    "given, the default buffering policy works as follows:\n",
    "\n",
    "* Binary files are buffered in fixed-size chunks; the size of the buffer\n",
    "  is chosen using a heuristic trying to determine the underlying device's\n",
    "  \"block size\" and falling back on `io.DEFAULT_BUFFER_SIZE`.\n",
    "  On many systems, the buffer will typically be 4096 or 8192 bytes long.\n",
    "\n",
    "* \"Interactive\" text files (files for which isatty() returns True)\n",
    "  use line buffering.  Other text files use the policy described above\n",
    "  for binary files.\n",
    "\n",
    "encoding is the name of the encoding used to decode or encode the\n",
    "file. This should only be used in text mode. The default encoding is\n",
    "platform dependent, but any encoding supported by Python can be\n",
    "passed.  See the codecs module for the list of supported encodings.\n",
    "\n",
    "errors is an optional string that specifies how encoding errors are to\n",
    "be handled---this argument should not be used in binary mode. Pass\n",
    "'strict' to raise a ValueError exception if there is an encoding error\n",
    "(the default of None has the same effect), or pass 'ignore' to ignore\n",
    "errors. (Note that ignoring encoding errors can lead to data loss.)\n",
    "See the documentation for codecs.register or run 'help(codecs.Codec)'\n",
    "for a list of the permitted encoding error strings.\n",
    "\n",
    "newline controls how universal newlines works (it only applies to text\n",
    "mode). It can be None, '', '\\n', '\\r', and '\\r\\n'.  It works as\n",
    "follows:\n",
    "\n",
    "* On input, if newline is None, universal newlines mode is\n",
    "  enabled. Lines in the input can end in '\\n', '\\r', or '\\r\\n', and\n",
    "  these are translated into '\\n' before being returned to the\n",
    "  caller. If it is '', universal newline mode is enabled, but line\n",
    "  endings are returned to the caller untranslated. If it has any of\n",
    "  the other legal values, input lines are only terminated by the given\n",
    "  string, and the line ending is returned to the caller untranslated.\n",
    "\n",
    "* On output, if newline is None, any '\\n' characters written are\n",
    "  translated to the system default line separator, os.linesep. If\n",
    "  newline is '' or '\\n', no translation takes place. If newline is any\n",
    "  of the other legal values, any '\\n' characters written are translated\n",
    "  to the given string.\n",
    "\n",
    "If closefd is False, the underlying file descriptor will be kept open\n",
    "when the file is closed. This does not work when a file name is given\n",
    "and must be True in that case.\n",
    "\n",
    "A custom opener can be used by passing a callable as *opener*. The\n",
    "underlying file descriptor for the file object is then obtained by\n",
    "calling *opener* with (*file*, *flags*). *opener* must return an open\n",
    "file descriptor (passing os.open as *opener* results in functionality\n",
    "similar to passing None).\n",
    "\n",
    "open() returns a file object whose type depends on the mode, and\n",
    "through which the standard file operations such as reading and writing\n",
    "are performed. When open() is used to open a file in a text mode ('w',\n",
    "'r', 'wt', 'rt', etc.), it returns a TextIOWrapper. When used to open\n",
    "a file in a binary mode, the returned class varies: in read binary\n",
    "mode, it returns a BufferedReader; in write binary and append binary\n",
    "modes, it returns a BufferedWriter, and in read/write mode, it returns\n",
    "a BufferedRandom.\n",
    "\n",
    "It is also possible to use a string or bytearray as a file for both\n",
    "reading and writing. For strings StringIO can be used like a file\n",
    "opened in a text mode, and for bytes a BytesIO can be used like a file\n",
    "opened in a binary mode."
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ad0357b9",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "fac8fd32",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "30d21198",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "732a6678",
   "metadata": {},
   "source": [
    "## Opening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d31c9274",
   "metadata": {},
   "outputs": [],
   "source": [
    "# open a file\n",
    "f = open(\"example.txt\", 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7ec58f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "if a file is not existed, cannot r mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5706fe30",
   "metadata": {},
   "outputs": [],
   "source": [
    "# close the file\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eda4348d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# check a file is closed or not.\n",
    "print(f.closed)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4409de1",
   "metadata": {},
   "source": [
    "## with"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "6613d34a",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b75eab00",
   "metadata": {},
   "source": [
    "memory leak: still using RAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f58ddbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('example.txt', 'r') as f:\n",
    "    for line in f.readlines:\n",
    "        print(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01b0fed4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "99dde1be",
   "metadata": {},
   "source": [
    "## Writing to a file\n",
    "\n",
    "will create the file if not existed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e140f5b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test.txt', 'w') as f:\n",
    "    f.write(\"This is my custom file.\\n\")\n",
    "    f.write(\"I love python lessons.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "587f2b31",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a9606b5c",
   "metadata": {},
   "source": [
    "## Reading from a file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b132f05b",
   "metadata": {},
   "outputs": [],
   "source": [
    "f.read(size=-1, /)\n",
    "\n",
    "Read at most n characters from stream."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33fc2772",
   "metadata": {},
   "outputs": [],
   "source": [
    "# read complete data.\n",
    "\n",
    "with open('test.txt', 'r') as f:\n",
    "    f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca53efb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This\n",
      " is my cus\n"
     ]
    }
   ],
   "source": [
    "with open('test.txt', 'r') as f:\n",
    "    # read only 4 chars\n",
    "    data = f.read(4)\n",
    "    print(data)\n",
    "    \n",
    "    data = f.read(10)\n",
    "    print(data)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d7f7bc9",
   "metadata": {},
   "source": [
    "- The file handle"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "cf673133",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "84bd70d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "This\n",
      "4\n",
      " is m\n",
      "This is my\n"
     ]
    }
   ],
   "source": [
    "with open('test.txt', 'r') as f:\n",
    "    # file handle\n",
    "    print(f.tell())\n",
    "    \n",
    "    # read 4 chars\n",
    "    data = f.read(4)\n",
    "    print(data)\n",
    "    \n",
    "    # file handle now\n",
    "    print(f.tell())\n",
    "    \n",
    "    print(f.read(5))\n",
    "    \n",
    "    # take file handle to the beginning\n",
    "    f.seek(0)\n",
    "    print(f.read(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d53994c2",
   "metadata": {},
   "source": [
    "- reading content line by line\n",
    "\n",
    "`readline()`\n",
    "\n",
    "`readlines()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "223541d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is my custom file.\n",
      "\n",
      "I love python lessons.\n"
     ]
    }
   ],
   "source": [
    "with open('test.txt', 'r') as f:\n",
    "    for line in f:\n",
    "        print(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ba494da7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is my custom file.\n",
      "\n",
      "I love python lessons.\n"
     ]
    }
   ],
   "source": [
    "with open('test.txt', 'r') as f:\n",
    "    for line in f.readlines():\n",
    "        print(line)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1dea650",
   "metadata": {},
   "source": [
    "- appending to a file\n",
    "\n",
    "file mode 'a' can be used to append to the existing file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "856f146d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is my custom file.\n",
      "I love python lessons.appending something.\n"
     ]
    }
   ],
   "source": [
    "with open('test.txt', 'r') as f:\n",
    "    print(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e340a69c",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('test.txt', 'a') as f:\n",
    "    f.write(\"appending something.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b5350ceb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "db2ab18f",
   "metadata": {},
   "source": [
    "- changing the content in a file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43dde8d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "19c6c68f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['This is my custom file.\\n', 'I love python lessons.appending something.']\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "filename = 'test.txt'\n",
    "data = None\n",
    "\n",
    "with open(filename, 'r') as f:\n",
    "    data = f.readlines()\n",
    "    \n",
    "print(data)\n",
    "\n",
    "data[-1] = \"code with Hogwarts.\"\n",
    "data_to_write = \"\".join(data)\n",
    "\n",
    "with open('temp.txt', 'w') as f:\n",
    "    f.write(data_to_write)\n",
    "    \n",
    "os.remove(filename)\n",
    "os.rename('temp.txt', 'test.txt')"
   ]
  }
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